I am expecting EXCELLENT results like the last results released below ….
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https://www.resapphealth.com.au/resapp-provides-updated-australian-paediatric-study-results/ ResApp Provides Updated Australian Paediatric Study Results | ResApp Health
Press Release
June 22, 2017
ResApp Provides Updated Australian Paediatric Study Results
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ResAppDx delivers excellent results in Australian paediatric study analysed using SMARTCOUGH-C methodology
ResApp Health Limited (ASX:RAP), a leading digital health company developing smartphone applications for the diagnosis and management of respiratory disease, is pleased to provide an update on its Australian paediatric clinical study which uses cough sounds to diagnose respiratory disease. A total of 1,127 children have been enrolled, and for most disease groups patient numbers have more than doubled since previous results. Analysis of this dataset by Associate Professor Udantha Abeyratne’s team at The University of Queensland confirms the high level of agreement between ResAppDx and the clinical diagnosis (based on clinical presentation, auscultation, imaging and laboratory tests).
The dataset and machine learning algorithms have been optimised to match the design of ResApp’s US SMARTCOUGH-C study as closely as possible. The clinical diagnosis, used as a comparator, has been adapted to match the SMARTCOUGH-C US-centric clinical case definitions. The algorithms have been fine-tuned to differentially diagnose disease from all patients recruited to the study, as required by the SMARTCOUGH-C endpoints. Following published guidance by the US FDA, the key measures of positive percent agreement (PPA) and negative percent agreement (NPA) are reported instead of sensitivity and specificity.
ResAppDx achieved between 90% and 100% PPA and between 89% and 96% NPA with clinical diagnosis of primary upper respiratory tract infection (i.e. with no co-morbidities), croup, lower respiratory tract involvement, asthma/reactive airways disease (RAD) and bronchiolitis. For pneumonia, ResAppDx demonstrated 89% PPA and 79% NPA with clinical diagnosis. The lower NPA reflects the higher uncertainty in the current method of clinical diagnosis of pneumonia and in particular the clinical overlap between pneumonia, bronchiolitis and asthma/RAD, which can occur at the same time. In many of these cases ResAppDx provides a diagnosis of both pneumonia and the other condition which accurately reflects the clinical situation.
“The ability to diagnose individual diseases among a cohort of patients experiencing a variety of different respiratory diseases is impressive,” said Dr Paul Porter, Adjunct Associate Professor, Faculty of Health Science, Curtin University, paediatrician and clinical lead at the Joondalup Health Campus study site. “These levels of accuracy will give clinicians significantly more confidence in their treatment decisions, especially in emergency department and telehealth settings.”
“Previous studies have used ResAppDx to diagnose one disease from another. This is the first study where ResAppDx has been used to diagnose a full range of respiratory diseases among a group of patients with a variety of ailments, which is a much greater challenge than previously reported. The excellent results achieved reaffirm the performance of ResAppDx and give us a great deal of confidence as we enter the analysis phase of SMARTCOUGH-C and prepare our de novo submission to the US FDA,” said Dr Tony Keating, CEO and Managing Director of ResApp Health.
Table of results
|
Column 1 |
Column 2 |
Column 3 |
Column 4 |
| 1 |
Disease
|
Positive Percent Agreement
|
Negative Percent Agreement
|
Overall Percent Agreement
|
| 2 |
Primary Upper Respiratory Tract Infection (53 patients)
|
|
|
|
| 3 |
(cough alone)
|
89%
|
84%
|
84%
|
| 4 |
(cough, age, gender and symptoms)
|
92%
|
89%
|
90%
|
| 5 |
Croup (57 patients)
|
|
|
|
| 6 |
(cough alone)
|
97%
|
92%
|
93%
|
| 7 |
(cough, age, gender and symptoms)
|
100%
|
96%
|
97%
|
| 8 |
Lower Respiratory Tract Involvement (492 patients)
|
|
|
|
| 9 |
(cough alone)
|
86%
|
85%
|
85%
|
| 10 |
(cough, age, gender and symptoms)
|
90%
|
92%
|
90%
|
| 11 |
Asthma/Reactive Airways Disease (234 patients)
|
|
|
|
| 12 |
(cough alone)
|
80%
|
71%
|
75%
|
| 13 |
(cough, age, gender and symptoms)
|
92%
|
89%
|
90%
|
| 14 |
Bronchiolitis (101 patients)
|
|
|
|
| 15 |
(cough alone)
|
94%
|
91%
|
91%
|
| 16 |
(cough, age, gender and symptoms)
|
95%
|
94%
|
94%
|
| 17 |
Pneumonia (123 patients)
|
|
|
|
| 18 |
(cough alone)
|
80%
|
67%
|
70%
|
| 19 |
(cough, age, gender and symptoms)
|
89%
|
79%
|
81%
|
Notes:
- Results are for the differential diagnosis of individual disease out of all patients with respiratory disease.
- The performance of the algorithm was evaluated using the method of leave-one-out cross-validation against the clinical team’s clinical diagnosis based on clinical presentations, auscultation findings and imaging as well as laboratory test results when needed.
- Symptoms are presence of fever, wheeze, hoarse voice and/or runny nose during the illness as reported by the patient or parent.
- Pneumonia is clinically diagnosed viral, bacterial or atypical pneumonia which may or may not have be confirmed by chest x-ray.
